| CPC G06F 16/345 (2019.01) [G06F 40/30 (2020.01); G06F 40/40 (2020.01); G06N 5/022 (2013.01); G06N 20/00 (2019.01)] | 20 Claims |
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1. A system, comprising:
at least one processor; and
at least one memory that stores executable components that, when executed by the at least one processor, facilitate performance of operations by the system, the operations comprising:
receiving a group of defined valid label designations representing an accepted domain of component class descriptions;
receiving a group of defined invalid label designations representing a rejected domain of component class descriptions; and
for each component description of a group of component descriptions,
replacing non-alphanumeric characters of the component description with respective spaces to obtain a revised component description,
removing, from the revised component description, words that comprise numbers to obtain a reduced component description,
expanding, using a defined knowledge base comprising an online library of information, respective words of the reduced component description to obtain respective expanded words representing natural-language expressions of the respective words of the reduced component description,
based on the group of defined valid label designations, the group of defined invalid label designations, and the respective expanded words, selecting, using a zero-shot model comprising a pre-trained machine learning model, a group of words from the reduced component description to be included in a final reduced component description representing the accepted domain of component class descriptions, and
based on a defined error condition and using a group of machine learning models, selecting the final reduced component description as a candidate of a component failure.
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